Pandas Profiling Report

Dataset statistics

Number of variables	20
Number of observations	1079565
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	160123
Duplicate rows (%)	14.8%
Total size in memory	164.7 MiB
Average record size in memory	160.0 B

Variable types

Numeric	20

Alerts

Dataset has 160123 (14.8%) duplicate rows	Duplicates
`FUEL_USED_2` is highly correlated with `FUEL_USED_3` and 5 other fields	High correlation
`FUEL_USED_3` is highly correlated with `FUEL_USED_2` and 5 other fields	High correlation
`FUEL_USED_4` is highly correlated with `FUEL_USED_2` and 5 other fields	High correlation
`FW_GEO_ALTITUDE` is highly correlated with `FUEL_USED_2` and 6 other fields	High correlation
`VALUE_FOB` is highly correlated with `VALUE_FUEL_QTY_CT` and 3 other fields	High correlation
`VALUE_FUEL_QTY_CT` is highly correlated with `VALUE_FOB` and 1 other fields	High correlation
`VALUE_FUEL_QTY_FT1` is highly correlated with `VALUE_FUEL_QTY_FT2` and 2 other fields	High correlation
`VALUE_FUEL_QTY_FT2` is highly correlated with `VALUE_FUEL_QTY_FT1` and 2 other fields	High correlation
`VALUE_FUEL_QTY_FT3` is highly correlated with `VALUE_FUEL_QTY_FT1` and 2 other fields	High correlation
`VALUE_FUEL_QTY_FT4` is highly correlated with `VALUE_FUEL_QTY_FT1` and 2 other fields	High correlation
`VALUE_FUEL_QTY_LXT` is highly correlated with `VALUE_FOB` and 2 other fields	High correlation
`VALUE_FUEL_QTY_RXT` is highly correlated with `VALUE_FOB` and 2 other fields	High correlation
`FLIGHT_PHASE_COUNT` is highly correlated with `FUEL_USED_2` and 5 other fields	High correlation
`FUEL_USED_1` is highly correlated with `FUEL_USED_2` and 5 other fields	High correlation
`TOTAL_FUEL_USED` is highly correlated with `FUEL_USED_2` and 5 other fields	High correlation
`TOTAL_FOB_BY_QTY` is highly correlated with `VALUE_FOB` and 3 other fields	High correlation
`ALTITUDE_DIFF` is highly correlated with `FW_GEO_ALTITUDE`	High correlation
`FUEL_USED_2` is highly correlated with `FUEL_USED_3` and 5 other fields	High correlation
`FUEL_USED_3` is highly correlated with `FUEL_USED_2` and 5 other fields	High correlation
`FUEL_USED_4` is highly correlated with `FUEL_USED_2` and 3 other fields	High correlation
`FW_GEO_ALTITUDE` is highly correlated with `FUEL_USED_2` and 3 other fields	High correlation
`VALUE_FOB` is highly correlated with `VALUE_FUEL_QTY_CT` and 3 other fields	High correlation
`VALUE_FUEL_QTY_CT` is highly correlated with `VALUE_FOB` and 1 other fields	High correlation
`VALUE_FUEL_QTY_FT1` is highly correlated with `VALUE_FUEL_QTY_FT2` and 2 other fields	High correlation
`VALUE_FUEL_QTY_FT2` is highly correlated with `VALUE_FUEL_QTY_FT1` and 2 other fields	High correlation
`VALUE_FUEL_QTY_FT3` is highly correlated with `VALUE_FUEL_QTY_FT1` and 2 other fields	High correlation
`VALUE_FUEL_QTY_FT4` is highly correlated with `VALUE_FUEL_QTY_FT1` and 2 other fields	High correlation
`VALUE_FUEL_QTY_LXT` is highly correlated with `VALUE_FOB` and 2 other fields	High correlation
`VALUE_FUEL_QTY_RXT` is highly correlated with `VALUE_FOB` and 2 other fields	High correlation
`FLIGHT_PHASE_COUNT` is highly correlated with `FUEL_USED_2` and 4 other fields	High correlation
`FUEL_USED_1` is highly correlated with `FUEL_USED_2` and 4 other fields	High correlation
`TOTAL_FUEL_USED` is highly correlated with `FUEL_USED_2` and 5 other fields	High correlation
`TOTAL_FOB_BY_QTY` is highly correlated with `VALUE_FOB` and 3 other fields	High correlation
`FUEL_USED_2` is highly correlated with `FUEL_USED_3` and 5 other fields	High correlation
`FUEL_USED_3` is highly correlated with `FUEL_USED_2` and 5 other fields	High correlation
`FUEL_USED_4` is highly correlated with `FUEL_USED_2` and 4 other fields	High correlation
`FW_GEO_ALTITUDE` is highly correlated with `FUEL_USED_2` and 2 other fields	High correlation
`VALUE_FOB` is highly correlated with `VALUE_FUEL_QTY_LXT` and 2 other fields	High correlation
`VALUE_FUEL_QTY_LXT` is highly correlated with `VALUE_FOB` and 2 other fields	High correlation
`VALUE_FUEL_QTY_RXT` is highly correlated with `VALUE_FOB` and 2 other fields	High correlation
`FLIGHT_PHASE_COUNT` is highly correlated with `FUEL_USED_2` and 5 other fields	High correlation
`FUEL_USED_1` is highly correlated with `FUEL_USED_2` and 4 other fields	High correlation
`TOTAL_FUEL_USED` is highly correlated with `FUEL_USED_2` and 4 other fields	High correlation
`TOTAL_FOB_BY_QTY` is highly correlated with `VALUE_FOB` and 2 other fields	High correlation
`FUEL_USED_2` is highly correlated with `FUEL_USED_3` and 6 other fields	High correlation
`FUEL_USED_3` is highly correlated with `FUEL_USED_2` and 5 other fields	High correlation
`FUEL_USED_4` is highly correlated with `FUEL_USED_2` and 5 other fields	High correlation
`FW_GEO_ALTITUDE` is highly correlated with `FUEL_USED_2` and 6 other fields	High correlation
`VALUE_FOB` is highly correlated with `VALUE_FUEL_QTY_CT` and 7 other fields	High correlation
`VALUE_FUEL_QTY_CT` is highly correlated with `VALUE_FOB` and 3 other fields	High correlation
`VALUE_FUEL_QTY_FT1` is highly correlated with `VALUE_FOB` and 5 other fields	High correlation
`VALUE_FUEL_QTY_FT2` is highly correlated with `VALUE_FOB` and 6 other fields	High correlation
`VALUE_FUEL_QTY_FT3` is highly correlated with `VALUE_FOB` and 5 other fields	High correlation
`VALUE_FUEL_QTY_FT4` is highly correlated with `VALUE_FOB` and 5 other fields	High correlation
`VALUE_FUEL_QTY_LXT` is highly correlated with `FUEL_USED_2` and 5 other fields	High correlation
`VALUE_FUEL_QTY_RXT` is highly correlated with `VALUE_FOB` and 3 other fields	High correlation
`FLIGHT_PHASE_COUNT` is highly correlated with `FUEL_USED_2` and 6 other fields	High correlation
`FUEL_USED_1` is highly correlated with `FUEL_USED_2` and 5 other fields	High correlation
`TOTAL_FUEL_USED` is highly correlated with `FUEL_USED_2` and 5 other fields	High correlation
`TOTAL_FOB_BY_QTY` is highly correlated with `VALUE_FOB` and 7 other fields	High correlation
`ALTITUDE_DIFF` is highly correlated with `FW_GEO_ALTITUDE` and 1 other fields	High correlation
`VALUE_FOB_MISSING` is highly correlated with `VALUE_FUEL_QTY_FT1` and 3 other fields	High correlation

Reproduction

Analysis started	2023-06-16 09:25:29.327252
Analysis finished	2023-06-16 09:30:13.784337
Duration	4 minutes and 44.46 seconds
Software version	pandas-profiling v3.1.0
Download configuration	config.json

FUEL_USED_2
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	552992
Distinct (%)	51.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-3.964747707 × 10^-16

Minimum	-0.8026063562
Maximum	3.694108331
Zeros	0
Zeros (%)	0.0%
Negative	700075
Negative (%)	64.8%
Memory size	8.2 MiB

Quantile statistics

Minimum	-0.8026063562
5-th percentile	-0.7991127504
Q1	-0.7873625096
median	-0.4212396167
Q3	0.526600396
95-th percentile	2.252979145
Maximum	3.694108331
Range	4.496714687
Interquartile range (IQR)	1.313962906

Descriptive statistics

Standard deviation	1.000000463
Coefficient of variation (CV)	-2.522229753 × 10¹⁵
Kurtosis	0.9685766375
Mean	-3.964747707 × 10^-16
Median Absolute Deviation (MAD)	0.3748046642
Skewness	1.357947725
Sum	-4.137774567 × 10^-10
Variance	1.000000926
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.7300847589	5500	0.5%
-0.7776684139	4144	0.4%
-0.8026063562	3725	0.3%
-0.7175975405	3088	0.3%
2.881235361	3036	0.3%
-0.763116792	2284	0.2%
-0.7478561614	2216	0.2%
-0.7390816544	1996	0.2%
-0.7613655956	1964	0.2%
-0.07971836004	1538	0.1%
Other values (552982)	1050074	97.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.8026063562	3725	0.3%
-0.8026058613	4	< 0.1%
-0.8026055759	1	< 0.1%
-0.8026055706	1	< 0.1%
-0.8026055605	1	< 0.1%
-0.8026055599	1	< 0.1%
-0.8026055481	1	< 0.1%
-0.8026055396	1	< 0.1%
-0.8026055382	1	< 0.1%
-0.8026055367	4	< 0.1%

Value	Count	Frequency (%)
3.694108331	1	< 0.1%
3.693983468	1	< 0.1%
3.693870853	1	< 0.1%
3.693755549	1	< 0.1%
3.69363905	1	< 0.1%
3.693504927	1	< 0.1%
3.693379168	1	< 0.1%
3.693228318	1	< 0.1%
3.693105546	1	< 0.1%
3.692941253	1	< 0.1%

FUEL_USED_3
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	552684
Distinct (%)	51.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.062093551 × 10^-16

Minimum	-0.8046376361
Maximum	3.65322153
Zeros	0
Zeros (%)	0.0%
Negative	697910
Negative (%)	64.6%
Memory size	8.2 MiB

Quantile statistics

Minimum	-0.8046376361
5-th percentile	-0.8033950072
Q1	-0.7936569279
median	-0.4206223691
Q3	0.5260913255
95-th percentile	2.247789453
Maximum	3.65322153
Range	4.457859166
Interquartile range (IQR)	1.319748253

Descriptive statistics

Standard deviation	1.000000463
Coefficient of variation (CV)	3.265741058 × 10¹⁵
Kurtosis	0.9071490501
Mean	3.062093551 × 10^-16
Median Absolute Deviation (MAD)	0.3800603602
Skewness	1.341353421
Sum	3.017959216 × 10^-10
Variance	1.000000926
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.8046376361	6194	0.6%
-0.7475763924	3088	0.3%
2.908731406	3036	0.3%
-0.2733687165	2680	0.2%
-0.7548433036	2492	0.2%
-0.7866877982	2180	0.2%
-0.7764451006	2088	0.2%
-0.7465331883	2040	0.2%
0.02701786365	1704	0.2%
-0.1564302075	1684	0.2%
Other values (552674)	1052379	97.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.8046376361	6194	0.6%
-0.804637085	1	< 0.1%
-0.8046370519	1	< 0.1%
-0.8046368554	1	< 0.1%
-0.8046368432	1	< 0.1%
-0.804636834	1	< 0.1%
-0.8046368309	1	< 0.1%
-0.8046368291	1	< 0.1%
-0.8046368284	1	< 0.1%
-0.8046368202	2	< 0.1%

Value	Count	Frequency (%)
3.65322153	1	< 0.1%
3.653110818	1	< 0.1%
3.652985306	1	< 0.1%
3.652870747	1	< 0.1%
3.652755003	1	< 0.1%
3.652636596	1	< 0.1%
3.652496578	1	< 0.1%
3.652363962	1	< 0.1%
3.652224241	1	< 0.1%
3.652079487	1	< 0.1%

FUEL_USED_4
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	504404
Distinct (%)	46.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.120175743 × 10^-16

Minimum	-0.819411096
Maximum	3.471880078
Zeros	0
Zeros (%)	0.0%
Negative	696864
Negative (%)	64.6%
Memory size	8.2 MiB

Quantile statistics

Minimum	-0.819411096
5-th percentile	-0.8194099062
Q1	-0.8113452708
median	-0.428022239
Q3	0.5177289328
95-th percentile	2.259541765
Maximum	3.471880078
Range	4.291291175
Interquartile range (IQR)	1.329074204

Descriptive statistics

Standard deviation	1.000000463
Coefficient of variation (CV)	2.42708206 × 10¹⁵
Kurtosis	0.7763227704
Mean	4.120175743 × 10^-16
Median Absolute Deviation (MAD)	0.3896517324
Skewness	1.301186039
Sum	5.182982932 × 10^-10
Variance	1.000000926
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.819411096	35481	3.3%
-0.7938821026	5068	0.5%
-0.8066056385	3560	0.3%
-0.1961633251	3152	0.3%
2.750323535	3036	0.3%
-0.8095414143	1816	0.2%
-0.3152056338	1804	0.2%
-0.01517894583	1704	0.2%
-0.75520999	1590	0.1%
-0.1297782058	1538	0.1%
Other values (504394)	1020816	94.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.819411096	35481	3.3%
-0.8194110608	4	< 0.1%
-0.8194109585	1	< 0.1%
-0.8194109328	4	< 0.1%
-0.8194108986	1	< 0.1%
-0.8194108695	1	< 0.1%
-0.8194107925	1	< 0.1%
-0.8194105448	1	< 0.1%
-0.8194105279	1	< 0.1%
-0.8194105261	1	< 0.1%

Value	Count	Frequency (%)
3.471880078	1	< 0.1%
3.471759356	1	< 0.1%
3.471637204	1	< 0.1%
3.471525636	1	< 0.1%
3.471414068	1	< 0.1%
3.471299067	1	< 0.1%
3.471163183	1	< 0.1%
3.471034451	1	< 0.1%
3.470881975	1	< 0.1%
3.470758964	1	< 0.1%

FW_GEO_ALTITUDE
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	41598
Distinct (%)	3.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.271943888 × 10^-17

Minimum	-1.033568821
Maximum	1.438509613
Zeros	0
Zeros (%)	0.0%
Negative	577371
Negative (%)	53.5%
Memory size	8.2 MiB

Quantile statistics

Minimum	-1.033568821
5-th percentile	-1.001977845
Q1	-0.9706574556
median	-0.7519559019
Q3	1.09033241
95-th percentile	1.232187393
Maximum	1.438509613
Range	2.472078434
Interquartile range (IQR)	2.060989866

Descriptive statistics

Standard deviation	1.000000463
Coefficient of variation (CV)	1.208906246 × 10¹⁶
Kurtosis	-1.905648428
Mean	8.271943888 × 10^-17
Median Absolute Deviation (MAD)	0.2578013056
Skewness	0.1618647395
Sum	9.003997548 × 10^-11
Variance	1.000000926
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.096420607	6178	0.6%
1.096488254	6004	0.6%
1.09635296	5452	0.5%
1.0965559	5190	0.5%
1.096285314	4809	0.4%
1.028841624	4307	0.4%
1.028773977	4290	0.4%
1.096623547	4238	0.4%
1.096217667	3983	0.4%
1.028706331	3879	0.4%
Other values (41588)	1031235	95.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1.033568821	5	< 0.1%
-1.033501175	49	< 0.1%
-1.033433528	7	< 0.1%
-1.033365881	18	< 0.1%
-1.033298235	16	< 0.1%
-1.033230588	5	< 0.1%
-1.029036497	9	< 0.1%
-1.02896885	17	< 0.1%
-1.028901204	6	< 0.1%
-1.028833557	13	< 0.1%

Value	Count	Frequency (%)
1.438509613	1	< 0.1%
1.43837432	1	< 0.1%
1.438239027	1	< 0.1%
1.43817138	2	< 0.1%
1.438103733	3	< 0.1%
1.43796844	3	< 0.1%
1.437900794	4	< 0.1%
1.437833147	2	< 0.1%
1.4377655	7	< 0.1%
1.437697854	4	< 0.1%

VALUE_FOB
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	36434
Distinct (%)	3.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-1.613318655 × 10^-16

Minimum	-2.485316143
Maximum	2.365446498
Zeros	0
Zeros (%)	0.0%
Negative	537593
Negative (%)	49.8%
Memory size	8.2 MiB

Quantile statistics

Minimum	-2.485316143
5-th percentile	-1.592370796
Q1	-0.7253721243
median	0.006703834261
Q3	0.7786490748
95-th percentile	1.67931514
Maximum	2.365446498
Range	4.850762641
Interquartile range (IQR)	1.504021199

Descriptive statistics

Standard deviation	1.000000463
Coefficient of variation (CV)	-6.198406372 × 10¹⁵
Kurtosis	-0.7503029523
Mean	-1.613318655 × 10^-16
Median Absolute Deviation (MAD)	0.7597946023
Skewness	0.02385944118
Sum	-1.782609615 × 10^-10
Variance	1.000000926
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.4698290122	279	< 0.1%
-0.4700821505	249	< 0.1%
-0.4771700229	249	< 0.1%
-0.4736260867	240	< 0.1%
0.149094127	235	< 0.1%
-0.4699555814	234	< 0.1%
0.7863697929	229	< 0.1%
0.7829524259	223	< 0.1%
-0.4702087197	223	< 0.1%
-1.513644785	222	< 0.1%
Other values (36424)	1077182	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-2.485316143	1	< 0.1%
-2.484936436	1	< 0.1%
-2.484430159	1	< 0.1%
-2.483797313	1	< 0.1%
-2.483164468	1	< 0.1%
-2.482025345	1	< 0.1%
-2.481519069	1	< 0.1%
-2.480759654	1	< 0.1%
-2.480000239	1	< 0.1%
-2.479493962	1	< 0.1%

Value	Count	Frequency (%)
2.365446498	1	< 0.1%
2.365319928	1	< 0.1%
2.364940221	1	< 0.1%
2.364560514	1	< 0.1%
2.364433944	1	< 0.1%
2.364180806	2	< 0.1%
2.363674529	1	< 0.1%
2.36354796	1	< 0.1%
2.363168253	1	< 0.1%
2.362915115	1	< 0.1%

VALUE_FUEL_QTY_CT
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	7870
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-1.482736727 × 10^-16

Minimum	-0.410996508
Maximum	5.510787062
Zeros	0
Zeros (%)	0.0%
Negative	883802
Negative (%)	81.9%
Memory size	8.2 MiB

Quantile statistics

Minimum	-0.410996508
5-th percentile	-0.410996508
Q1	-0.410996508
median	-0.410996508
Q3	-0.3730189679
95-th percentile	2.44274436
Maximum	5.510787062
Range	5.92178357
Interquartile range (IQR)	0.03797754007

Descriptive statistics

Standard deviation	1.000000463
Coefficient of variation (CV)	-6.744288751 × 10¹⁵
Kurtosis	7.242811535
Mean	-1.482736727 × 10^-16
Median Absolute Deviation (MAD)	0
Skewness	2.761393894
Sum	8.169465104 × 10^-11
Variance	1.000000926
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.410996508	701009	64.9%
-0.4103183376	15792	1.5%
-0.4096401673	9880	0.9%
-0.4089619969	7188	0.7%
-0.4082838266	5647	0.5%
-0.1797404158	4807	0.4%
-0.4076056562	4596	0.4%
-0.4069274858	3938	0.4%
-0.4062493155	3490	0.3%
-0.4055711451	3227	0.3%
Other values (7860)	319991	29.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.410996508	701009	64.9%
-0.4103183376	15792	1.5%
-0.4096401673	9880	0.9%
-0.4089619969	7188	0.7%
-0.4082838266	5647	0.5%
-0.4076056562	4596	0.4%
-0.4069274858	3938	0.4%
-0.4062493155	3490	0.3%
-0.4055711451	3227	0.3%
-0.4048929748	2800	0.3%

Value	Count	Frequency (%)
5.510787062	1	< 0.1%
5.50739621	1	< 0.1%
5.504005358	1	< 0.1%
5.500614507	1	< 0.1%
5.497223655	1	< 0.1%
5.493832803	1	< 0.1%
5.490441951	1	< 0.1%
5.486372929	1	< 0.1%
5.483660248	1	< 0.1%
5.480269396	1	< 0.1%

VALUE_FUEL_QTY_FT1
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	1354
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-6.28478181 × 10^-16

Minimum	-4.362634003
Maximum	3.089633468
Zeros	0
Zeros (%)	0.0%
Negative	385411
Negative (%)	35.7%
Memory size	8.2 MiB

Quantile statistics

Minimum	-4.362634003
5-th percentile	-2.015033261
Q1	-0.2461434001
median	0.3161888706
Q3	0.6983564333
95-th percentile	1.075064459
Maximum	3.089633468
Range	7.452267471
Interquartile range (IQR)	0.9444998333

Descriptive statistics

Standard deviation	1.000000463
Coefficient of variation (CV)	-1.591145872 × 10¹⁵
Kurtosis	0.336845458
Mean	-6.28478181 × 10^-16
Median Absolute Deviation (MAD)	0.4531415385
Skewness	-0.9813412967
Sum	-6.367937289 × 10^-10
Variance	1.000000926
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.567351259	6438	0.6%
0.5891657011	5696	0.5%
0.5946252377	5449	0.5%
0.5837061645	5430	0.5%
0.5454894082	5429	0.5%
0.5400298716	5371	0.5%
0.5181917252	5361	0.5%
0.6164633841	5159	0.5%
0.6000847743	5147	0.5%
0.5236512618	5138	0.5%
Other values (1344)	1024947	94.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-4.362634003	1	< 0.1%
-4.357174466	1	< 0.1%
-4.35171493	1	< 0.1%
-4.340795857	1	< 0.1%
-4.324417247	3	< 0.1%
-4.31895771	10	< 0.1%
-4.313498174	13	< 0.1%
-4.308038637	16	< 0.1%
-4.3025791	15	< 0.1%
-4.297119564	12	< 0.1%

Value	Count	Frequency (%)
3.089633468	6	< 0.1%
3.084173931	7	< 0.1%
3.078714395	4	< 0.1%
3.073254858	4	< 0.1%
3.067795321	3	< 0.1%
3.062335785	1	< 0.1%
3.056876248	18	< 0.1%
3.045957175	3	< 0.1%
3.040497638	2	< 0.1%
3.018659492	1	< 0.1%

VALUE_FUEL_QTY_FT2
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2021
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-8.896420364 × 10^-16

Minimum	-6.24667925
Maximum	2.643068803
Zeros	0
Zeros (%)	0.0%
Negative	296678
Negative (%)	27.5%
Memory size	8.2 MiB

Quantile statistics

Minimum	-6.24667925
5-th percentile	-1.894621619
Q1	-0.2033006432
median	0.3907242848
Q3	0.6547353639
95-th percentile	0.9641233472
Maximum	2.643068803
Range	8.889748053
Interquartile range (IQR)	0.858036007

Descriptive statistics

Standard deviation	1.000000463
Coefficient of variation (CV)	-1.124048125 × 10¹⁵
Kurtosis	2.0542133
Mean	-8.896420364 × 10^-16
Median Absolute Deviation (MAD)	0.3382641951
Skewness	-1.421899231
Sum	-9.294423009 × 10^-10
Variance	1.000000926
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.584607421	7398	0.7%
0.621733979	7237	0.7%
0.5681067285	6273	0.6%
0.6052332865	6221	0.6%
0.6258591521	6178	0.6%
0.6176088059	6127	0.6%
0.6093584596	6033	0.6%
0.5804822479	6001	0.6%
0.6011081134	5999	0.6%
0.6134836328	5908	0.5%
Other values (2011)	1016190	94.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-6.24667925	1	< 0.1%
-6.242554077	1	< 0.1%
-6.238428904	2	< 0.1%
-6.234303731	1	< 0.1%
-6.226053385	2	< 0.1%
-6.221928212	2	< 0.1%
-6.217803038	4	< 0.1%
-6.213677865	3	< 0.1%
-6.209552692	5	< 0.1%
-6.197177173	2	< 0.1%

Value	Count	Frequency (%)
2.643068803	9	< 0.1%
2.63894363	14	< 0.1%
2.634818457	10	< 0.1%
2.630693284	9	< 0.1%
2.626568111	4	< 0.1%
2.622442938	2	< 0.1%
2.605942245	1	< 0.1%
2.581191207	8	< 0.1%
2.577066033	14	< 0.1%
2.57294086	6	< 0.1%

VALUE_FUEL_QTY_FT3
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2035
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.717798678 × 10^-16

Minimum	-6.245654315
Maximum	2.231284146
Zeros	0
Zeros (%)	0.0%
Negative	305045
Negative (%)	28.3%
Memory size	8.2 MiB

Quantile statistics

Minimum	-6.245654315
5-th percentile	-1.86511349
Q1	-0.7009157034
median	0.3409426548
Q3	0.7119073733
95-th percentile	1.015782728
Maximum	2.231284146
Range	8.476938461
Interquartile range (IQR)	1.412823077

Descriptive statistics

Standard deviation	1.000000463
Coefficient of variation (CV)	2.119633607 × 10¹⁵
Kurtosis	2.247613161
Mean	4.717798678 × 10^-16
Median Absolute Deviation (MAD)	0.4183219166
Skewness	-1.372065317
Sum	5.07027309 × 10^-10
Variance	1.000000926
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.027622027	4711	0.4%
1.035514894	4699	0.4%
1.023675594	4479	0.4%
1.031568461	4472	0.4%
1.019729161	4299	0.4%
0.4159248852	4217	0.4%
1.015782728	4183	0.4%
1.011836295	4156	0.4%
1.007889861	4156	0.4%
1.039461327	4115	0.4%
Other values (2025)	1036078	96.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-6.245654315	1	< 0.1%
-6.221975716	1	< 0.1%
-6.218029283	1	< 0.1%
-6.194350684	2	< 0.1%
-6.19040425	1	< 0.1%
-6.174618518	1	< 0.1%
-6.170672084	1	< 0.1%
-6.166725651	1	< 0.1%
-6.162779218	2	< 0.1%
-6.158832785	1	< 0.1%

Value	Count	Frequency (%)
2.231284146	5	< 0.1%
2.227337713	8	< 0.1%
2.223391279	6	< 0.1%
2.219444846	7	< 0.1%
2.215498413	5	< 0.1%
2.21155198	6	< 0.1%
2.207605547	4	< 0.1%
2.203659114	10	< 0.1%
2.19971268	4	< 0.1%
2.195766247	4	< 0.1%

VALUE_FUEL_QTY_FT4
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	1392
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-1.962941236 × 10^-16

Minimum	-4.446055261
Maximum	3.080389247
Zeros	0
Zeros (%)	0.0%
Negative	395609
Negative (%)	36.6%
Memory size	8.2 MiB

Quantile statistics

Minimum	-4.446055261
5-th percentile	-1.947803856
Q1	-0.284063491
median	0.2916434925
Q3	0.6877721508
95-th percentile	1.03636537
Maximum	3.080389247
Range	7.526444508
Interquartile range (IQR)	0.9718356418

Descriptive statistics

Standard deviation	1.000000463
Coefficient of variation (CV)	-5.09439837 × 10¹⁵
Kurtosis	0.2592189832
Mean	-1.962941236 × 10^-16
Median Absolute Deviation (MAD)	0.4700726746
Skewness	-0.869938033
Sum	-2.200977178 × 10^-10
Variance	1.000000926
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5768561265	5668	0.5%
0.5979829883	5397	0.5%
0.6402367118	5309	0.5%
0.6032647037	5225	0.5%
0.571574411	5217	0.5%
0.5821378419	5049	0.5%
0.61910985	4974	0.5%
0.5451658338	4878	0.5%
0.6138281346	4869	0.5%
0.5610109802	4851	0.4%
Other values (1382)	1028128	95.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-4.446055261	1	< 0.1%
-4.43549183	1	< 0.1%
-4.430210115	1	< 0.1%
-4.424928399	1	< 0.1%
-4.409083253	1	< 0.1%
-4.393238107	1	< 0.1%
-4.382674676	1	< 0.1%
-4.37739296	1	< 0.1%
-4.36682953	1	< 0.1%
-4.361547814	1	< 0.1%

Value	Count	Frequency (%)
3.080389247	4	< 0.1%
3.059262385	4	< 0.1%
3.038135524	12	< 0.1%
3.032853808	36	< 0.1%
3.027572093	40	< 0.1%
3.022290377	28	< 0.1%
3.011726946	4	< 0.1%
2.985318369	4	< 0.1%
2.964191507	4	< 0.1%
2.953628077	4	< 0.1%

VALUE_FUEL_QTY_LXT
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	12510
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.739712397 × 10^-17

Minimum	-2.083012328
Maximum	1.527027916
Zeros	0
Zeros (%)	0.0%
Negative	513244
Negative (%)	47.5%
Memory size	8.2 MiB

Quantile statistics

Minimum	-2.083012328
5-th percentile	-1.744930106
Q1	-0.7648650748
median	0.0948461325
Q3	0.7833619239
95-th percentile	1.457228443
Maximum	1.527027916
Range	3.610040245
Interquartile range (IQR)	1.548226999

Descriptive statistics

Standard deviation	1.000000463
Coefficient of variation (CV)	1.483743525 × 10¹⁶
Kurtosis	-0.9847081278
Mean	6.739712397 × 10^-17
Median Absolute Deviation (MAD)	0.7465383988
Skewness	-0.2418879082
Sum	7.275957614 × 10^-11
Variance	1.000000926
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.459526368	1773	0.2%
1.459239128	1565	0.1%
1.461537053	1551	0.1%
1.459813609	1519	0.1%
-1.489285945	1494	0.1%
1.460675331	1493	0.1%
1.458951887	1429	0.1%
1.460962571	1378	0.1%
-1.488998704	1371	0.1%
1.46010085	1332	0.1%
Other values (12500)	1064660	98.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-2.083012328	864	0.1%
-2.082725088	53	< 0.1%
-2.082437847	46	< 0.1%
-2.082150607	66	< 0.1%
-2.081863366	53	< 0.1%
-2.081576125	8	< 0.1%
-2.081288885	19	< 0.1%
-2.081001644	5	< 0.1%
-2.080714403	2	< 0.1%
-2.0700865	3	< 0.1%

Value	Count	Frequency (%)
1.527027916	1	< 0.1%
1.526740676	1	< 0.1%
1.526453435	12	< 0.1%
1.526166195	30	< 0.1%
1.525878954	47	< 0.1%
1.525591713	2	< 0.1%
1.525304473	1	< 0.1%
1.524729991	1	< 0.1%
1.524442751	2	< 0.1%
1.52415551	2	< 0.1%

VALUE_FUEL_QTY_RXT
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	12613
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-2.021913719 × 10^-17

Minimum	-2.058404295
Maximum	1.718758985
Zeros	0
Zeros (%)	0.0%
Negative	521336
Negative (%)	48.3%
Memory size	8.2 MiB

Quantile statistics

Minimum	-2.058404295
5-th percentile	-1.746810556
Q1	-0.7709501443
median	0.08362336594
Q3	0.7881660115
95-th percentile	1.462587738
Maximum	1.718758985
Range	3.77716328
Interquartile range (IQR)	1.559116156

Descriptive statistics

Standard deviation	1.000000463
Coefficient of variation (CV)	-4.945811751 × 10¹⁶
Kurtosis	-1.001204618
Mean	-2.021913719 × 10^-17
Median Absolute Deviation (MAD)	0.7584734344
Skewness	-0.2259314388
Sum	-1.455191523 × 10^-11
Variance	1.000000926
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.855590105	1410	0.1%
-1.987261552	1300	0.1%
-1.498442062	1183	0.1%
-1.498728928	1171	0.1%
1.47922596	1158	0.1%
1.478939094	1106	0.1%
-1.675725187	1077	0.1%
1.480660289	995	0.1%
-1.041464686	992	0.1%
1.479512826	983	0.1%
Other values (12603)	1068190	98.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-2.058404295	447	< 0.1%
-2.058117429	25	< 0.1%
-2.057830563	25	< 0.1%
-2.057543697	28	< 0.1%
-2.057256831	67	< 0.1%
-2.056969965	31	< 0.1%
-2.056683099	19	< 0.1%
-2.056396233	22	< 0.1%
-2.056109368	8	< 0.1%
-2.055822502	1	< 0.1%

Value	Count	Frequency (%)
1.718758985	1	< 0.1%
1.717898387	1	< 0.1%
1.717324655	1	< 0.1%
1.716750924	1	< 0.1%
1.715890326	1	< 0.1%
1.715316594	1	< 0.1%
1.714455996	1	< 0.1%
1.713882265	1	< 0.1%
1.713021667	1	< 0.1%
1.712161069	1	< 0.1%

FLIGHT_PHASE_COUNT
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.764335163 × 10^-19

Minimum	-1.221527046
Maximum	1.660735031
Zeros	0
Zeros (%)	0.0%
Negative	421624
Negative (%)	39.1%
Memory size	8.2 MiB

Quantile statistics

Minimum	-1.221527046
5-th percentile	-1.221527046
Q1	-1.221527046
median	0.6999810052
Q3	0.6999810052
95-th percentile	1.660735031
Maximum	1.660735031
Range	2.882262076
Interquartile range (IQR)	1.921508051

Descriptive statistics

Standard deviation	1.000000463
Coefficient of variation (CV)	3.617508023 × 10¹⁸
Kurtosis	-1.595656437
Mean	2.764335163 × 10^-19
Median Absolute Deviation (MAD)	0
Skewness	-0.2772103602
Sum	-2.431055357 × 10^-11
Variance	1.000000926
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.6999810052	593076	54.9%
-1.221527046	420586	39.0%
1.660735031	56961	5.3%
0.3797296634	4787	0.4%
1.020232347	2539	0.2%
-0.9012757038	615	0.1%
0.05947832162	354	< 0.1%
-0.2607730202	277	< 0.1%
1.340483689	224	< 0.1%
-0.581024362	146	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1.221527046	420586	39.0%
-0.9012757038	615	0.1%
-0.581024362	146	< 0.1%
-0.2607730202	277	< 0.1%
0.05947832162	354	< 0.1%
0.3797296634	4787	0.4%
0.6999810052	593076	54.9%
1.020232347	2539	0.2%
1.340483689	224	< 0.1%
1.660735031	56961	5.3%

Value	Count	Frequency (%)
1.660735031	56961	5.3%
1.340483689	224	< 0.1%
1.020232347	2539	0.2%
0.6999810052	593076	54.9%
0.3797296634	4787	0.4%
0.05947832162	354	< 0.1%
-0.2607730202	277	< 0.1%
-0.581024362	146	< 0.1%
-0.9012757038	615	0.1%
-1.221527046	420586	39.0%

FUEL_USED_1
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	548360
Distinct (%)	50.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-4.896822289 × 10^-18

Minimum	-0.8120907896
Maximum	3.569960735
Zeros	0
Zeros (%)	0.0%
Negative	694649
Negative (%)	64.3%
Memory size	8.2 MiB

Quantile statistics

Minimum	-0.8120907896
5-th percentile	-0.8072445515
Q1	-0.7969755366
median	-0.427188757
Q3	0.5319078878
95-th percentile	2.248153366
Maximum	3.569960735
Range	4.382051525
Interquartile range (IQR)	1.328883424

Descriptive statistics

Standard deviation	1.000000463
Coefficient of variation (CV)	-2.042141626 × 10¹⁷
Kurtosis	0.8416808337
Mean	-4.896822289 × 10^-18
Median Absolute Deviation (MAD)	0.3767908673
Skewness	1.320337837
Sum	-1.364242053 × 10^-12
Variance	1.000000926
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.7437594215	9008	0.8%
-0.8120907896	3720	0.3%
-0.7288932946	2845	0.3%
-0.7643631397	2464	0.2%
-0.7620761315	2048	0.2%
-0.7664765402	1863	0.2%
0.009747339484	1704	0.2%
3.259558646	1520	0.1%
1.575191972	1380	0.1%
0.003647256248	1128	0.1%
Other values (548350)	1051885	97.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.8120907896	3720	0.3%
-0.8120900409	4	< 0.1%
-0.8120900355	1	< 0.1%
-0.8120900297	1	< 0.1%
-0.8120900279	1	< 0.1%
-0.8120900262	1	< 0.1%
-0.8120900182	1	< 0.1%
-0.8120900131	1	< 0.1%
-0.8120899979	4	< 0.1%
-0.8120899794	1	< 0.1%

Value	Count	Frequency (%)
3.569960735	1	< 0.1%
3.569851514	1	< 0.1%
3.569727319	1	< 0.1%
3.569614281	1	< 0.1%
3.569486857	1	< 0.1%
3.569384095	1	< 0.1%
3.569245513	1	< 0.1%
3.569114859	1	< 0.1%
3.568960716	1	< 0.1%
3.568817437	1	< 0.1%

TOTAL_FUEL_USED
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	594345
Distinct (%)	55.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-2.307166781 × 10^-16

Minimum	-0.8348357577
Maximum	3.707152325
Zeros	0
Zeros (%)	0.0%
Negative	692732
Negative (%)	64.2%
Memory size	8.2 MiB

Quantile statistics

Minimum	-0.8348357577
5-th percentile	-0.8314161509
Q1	-0.8154989204
median	-0.4222461457
Q3	0.5409583057
95-th percentile	2.184922082
Maximum	3.707152325
Range	4.541988083
Interquartile range (IQR)	1.356457226

Descriptive statistics

Standard deviation	1.000000463
Coefficient of variation (CV)	-4.334322388 × 10¹⁵
Kurtosis	0.8201646648
Mean	-2.307166781 × 10^-16
Median Absolute Deviation (MAD)	0.4058751075
Skewness	1.296149382
Sum	-2.482067885 × 10^-10
Variance	1.000000926
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.1978620494	432	< 0.1%
-0.6477205158	340	< 0.1%
-0.1970402329	324	< 0.1%
-0.23813688	212	< 0.1%
-0.7413851688	200	< 0.1%
-0.4938654068	184	< 0.1%
0.5571965043	176	< 0.1%
-0.4474741166	154	< 0.1%
1.356413096	138	< 0.1%
0.7391528636	124	< 0.1%
Other values (594335)	1077281	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.8348357577	91	< 0.1%
-0.8348355317	1	< 0.1%
-0.8348355278	1	< 0.1%
-0.8348355278	1	< 0.1%
-0.8348355246	1	< 0.1%
-0.8348355235	1	< 0.1%
-0.8348355232	1	< 0.1%
-0.8348355227	1	< 0.1%
-0.8348355222	1	< 0.1%
-0.834835522	1	< 0.1%

Value	Count	Frequency (%)
3.707152325	1	< 0.1%
3.707032342	1	< 0.1%
3.706907443	1	< 0.1%
3.706790335	1	< 0.1%
3.706668915	1	< 0.1%
3.706547797	1	< 0.1%
3.706408524	1	< 0.1%
3.706268721	1	< 0.1%
3.706121882	1	< 0.1%
3.705973833	1	< 0.1%

VALUE_FOB_DIFF
Real number (ℝ)

Distinct	181
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-3.117116984 × 10^-17

Minimum	-31.92252093
Maximum	105.0665639
Zeros	0
Zeros (%)	0.0%
Negative	594524
Negative (%)	55.1%
Memory size	8.2 MiB

Quantile statistics

Minimum	-31.92252093
5-th percentile	-1.174552147
Q1	-0.2567023323
median	-0.02723987871
Q3	0.2022225749
95-th percentile	1.120072389
Maximum	105.0665639
Range	136.9890848
Interquartile range (IQR)	0.4589249072

Descriptive statistics

Standard deviation	1.000000463
Coefficient of variation (CV)	-3.208094109 × 10¹⁶
Kurtosis	427.2265058
Mean	-3.117116984 × 10^-17
Median Absolute Deviation (MAD)	0.2294624536
Skewness	2.271480829
Sum	5.10880227 × 10^-12
Variance	1.000000926
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2022225749	224396	20.8%
-0.02723987871	216873	20.1%
-0.2567023323	153134	14.2%
0.4316850285	112308	10.4%
-0.4861647859	88486	8.2%
0.661147482	50034	4.6%
-0.7156272395	47001	4.4%
0.8906099356	29074	2.7%
-0.9450896931	25527	2.4%
1.120072389	18369	1.7%
Other values (171)	114363	10.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-31.92252093	1	< 0.1%
-30.31628375	1	< 0.1%
-28.48058412	4	< 0.1%
-28.25112167	4	< 0.1%
-27.56273431	1	< 0.1%
-25.03864732	4	< 0.1%
-22.97348524	4	< 0.1%
-22.51456033	8	< 0.1%
-22.05563542	1	< 0.1%
-21.59671052	4	< 0.1%

Value	Count	Frequency (%)
105.0665639	1	< 0.1%
97.26484044	1	< 0.1%
94.28182855	1	< 0.1%
76.84268207	1	< 0.1%
72.94182036	1	< 0.1%
68.58203374	1	< 0.1%
64.68117203	1	< 0.1%
52.74912445	1	< 0.1%
39.21083968	1	< 0.1%
28.88502927	4	< 0.1%

TOTAL_FOB_BY_QTY
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	36486
Distinct (%)	3.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.519843761 × 10^-17

Minimum	-2.485447973
Maximum	2.365564107
Zeros	0
Zeros (%)	0.0%
Negative	537585
Negative (%)	49.8%
Memory size	8.2 MiB

Quantile statistics

Minimum	-2.485447973
5-th percentile	-1.592376738
Q1	-0.7253787274
median	0.006696673005
Q3	0.7785147559
95-th percentile	1.679306703
Maximum	2.365564107
Range	4.85101208
Interquartile range (IQR)	1.503893483

Descriptive statistics

Standard deviation	1.000000463
Coefficient of variation (CV)	1.050437894 × 10¹⁶
Kurtosis	-0.750296096
Mean	9.519843761 × 10^-17
Median Absolute Deviation (MAD)	0.7597940229
Skewness	0.02385985756
Sum	1.091393642 × 10^-10
Variance	1.000000926
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.4700889482	274	< 0.1%
-0.4698358101	267	< 0.1%
0.1493399953	249	< 0.1%
0.1528839288	242	< 0.1%
-0.4771768152	238	< 0.1%
0.7830712418	233	< 0.1%
-0.4770502461	228	< 0.1%
0.1489602882	228	< 0.1%
-0.4702155173	222	< 0.1%
-0.4735063126	222	< 0.1%
Other values (36476)	1077162	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-2.485447973	1	< 0.1%
-2.484815128	1	< 0.1%
-2.484435421	1	< 0.1%
-2.483929144	1	< 0.1%
-2.483043161	1	< 0.1%
-2.482030609	1	< 0.1%
-2.481271194	1	< 0.1%
-2.480764918	1	< 0.1%
-2.480132073	1	< 0.1%
-2.479625797	1	< 0.1%

Value	Count	Frequency (%)
2.365564107	1	< 0.1%
2.365310969	1	< 0.1%
2.365057831	1	< 0.1%
2.364551554	1	< 0.1%
2.364298416	2	< 0.1%
2.363918709	1	< 0.1%
2.36379214	1	< 0.1%
2.363665571	1	< 0.1%
2.363285864	1	< 0.1%
2.363032726	1	< 0.1%

DELTA_VFOB_VS_VFOBQTY
Real number (ℝ)

Distinct	64
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0

Minimum	-58.01236837
Maximum	31.06189829
Zeros	0
Zeros (%)	0.0%
Negative	362864
Negative (%)	33.6%
Memory size	8.2 MiB

Quantile statistics

Minimum	-58.01236837
5-th percentile	-1.545645752
Q1	-0.7503397996
median	0.04496615277
Q3	0.8402721051
95-th percentile	1.635578057
Maximum	31.06189829
Range	89.07426666
Interquartile range (IQR)	1.590611905

Descriptive statistics

Standard deviation	1.000000463
Coefficient of variation (CV)	nan
Kurtosis	49.21907661
Mean	0
Median Absolute Deviation (MAD)	0.7953059524
Skewness	-1.298429938
Sum	5.820766091 × 10^-11
Variance	1.000000926
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.04496615277	381579	35.3%
-0.7503397996	265291	24.6%
0.8402721051	255065	23.6%
-1.545645752	81184	7.5%
1.635578057	70919	6.6%
-2.340951704	9450	0.9%
2.43088401	4934	0.5%
-3.136257657	3217	0.3%
3.226189962	1991	0.2%
-3.931563609	1367	0.1%
Other values (54)	4568	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-58.01236837	1	< 0.1%
-52.4452267	1	< 0.1%
-39.72033147	1	< 0.1%
-36.53910766	2	< 0.1%
-35.7438017	1	< 0.1%
-33.35788385	1	< 0.1%
-31.76727194	6	< 0.1%
-29.38135408	1	< 0.1%
-26.99543623	2	< 0.1%
-26.20013028	1	< 0.1%

Value	Count	Frequency (%)
31.06189829	1	< 0.1%
23.10883877	4	< 0.1%
21.51822687	1	< 0.1%
16.74639115	1	< 0.1%
15.9510852	1	< 0.1%
15.15577925	1	< 0.1%
14.3604733	7	< 0.1%
13.56516734	12	< 0.1%
12.76986139	9	< 0.1%
11.97455544	9	< 0.1%

ALTITUDE_DIFF
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION

Distinct	11598
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.381641041 × 10^-16

Minimum	-0.5823749053
Maximum	4.987016407
Zeros	0
Zeros (%)	0.0%
Negative	832834
Negative (%)	77.1%
Memory size	8.2 MiB

Quantile statistics

Minimum	-0.5823749053
5-th percentile	-0.5823749053
Q1	-0.5823749053
median	-0.4395699998
Q3	-0.01115528347
95-th percentile	2.273723204
Maximum	4.987016407
Range	5.569391313
Interquartile range (IQR)	0.5712196218

Descriptive statistics

Standard deviation	1.000000463
Coefficient of variation (CV)	7.237773294 × 10¹⁵
Kurtosis	6.683303541
Mean	1.381641041 × 10^-16
Median Absolute Deviation (MAD)	0.1428049055
Skewness	2.573534831
Sum	-3.183231456 × 10^-11
Variance	1.000000926
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.5823749053	320298	29.7%
-0.4395699998	273671	25.4%
-0.2967650944	109421	10.1%
-0.1539601889	67702	6.3%
-0.01115528347	43390	4.0%
0.131649622	28519	2.6%
0.2744545274	21176	2.0%
0.4172594329	16843	1.6%
0.5600643383	14255	1.3%
0.7028692438	13444	1.2%
Other values (11588)	170846	15.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.5823749053	320298	29.7%
-0.5823734772	1	< 0.1%
-0.5823706211	1	< 0.1%
-0.5823691931	1	< 0.1%
-0.5823649089	1	< 0.1%
-0.5823634809	1	< 0.1%
-0.5823606248	6	< 0.1%
-0.5823606248	4	< 0.1%
-0.5823606248	13	< 0.1%
-0.5823606248	1	< 0.1%

Value	Count	Frequency (%)
4.987016407	1580	0.1%
4.844211502	1516	0.1%
4.701406597	1620	0.2%
4.558601691	1905	0.2%
4.415796786	1932	0.2%
4.27299188	1895	0.2%
4.130186975	2133	0.2%
3.987382069	2314	0.2%
3.844577164	2348	0.2%
3.701772258	2414	0.2%

VALUE_FOB_MISSING
Real number (ℝ)

HIGH CORRELATION

Distinct	3691
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-2.695884959 × 10^-17

Minimum	-7.740997567
Maximum	15.7259421
Zeros	0
Zeros (%)	0.0%
Negative	707746
Negative (%)	65.6%
Memory size	8.2 MiB

Quantile statistics

Minimum	-7.740997567
5-th percentile	-0.6790746681
Q1	-0.4897860131
median	-0.2665224713
Q3	0.2042723886
95-th percentile	1.563267861
Maximum	15.7259421
Range	23.46693967
Interquartile range (IQR)	0.6940584017

Descriptive statistics

Standard deviation	1.000000463
Coefficient of variation (CV)	-3.709358813 × 10¹⁶
Kurtosis	46.42052649
Mean	-2.695884959 × 10^-17
Median Absolute Deviation (MAD)	0.2717990944
Skewness	4.848802632
Sum	-2.705036195 × 10^-11
Variance	1.000000926
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.5722964524	14577	1.4%
-0.5577357867	11771	1.1%
-0.5625893419	11424	1.1%
-0.5528822314	10913	1.0%
-0.5674428972	10737	1.0%
-0.5480286762	10479	1.0%
-0.5383215656	10318	1.0%
-0.5431751209	10029	0.9%
-0.5286144551	9994	0.9%
-0.5334680104	9812	0.9%
Other values (3681)	969511	89.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-7.740997567	1	< 0.1%
-7.498319804	1	< 0.1%
-7.493466249	1	< 0.1%
-7.245934931	1	< 0.1%
-6.954721615	1	< 0.1%
-6.804261402	1	< 0.1%
-6.644094079	1	< 0.1%
-6.600412081	1	< 0.1%
-6.38685565	1	< 0.1%
-6.246102548	1	< 0.1%

Value	Count	Frequency (%)
15.7259421	1	< 0.1%
15.71138143	1	< 0.1%
15.69196721	1	< 0.1%
15.66769944	1	< 0.1%
15.64343166	1	< 0.1%
15.59974966	1	< 0.1%
15.58033544	1	< 0.1%
15.55121411	1	< 0.1%
15.52209278	1	< 0.1%
15.50267856	1	< 0.1%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	FUEL_USED_2	FUEL_USED_3	FUEL_USED_4	FW_GEO_ALTITUDE	VALUE_FOB	VALUE_FUEL_QTY_CT	VALUE_FUEL_QTY_FT1	VALUE_FUEL_QTY_FT2	VALUE_FUEL_QTY_FT3	VALUE_FUEL_QTY_FT4	VALUE_FUEL_QTY_LXT	VALUE_FUEL_QTY_RXT	FLIGHT_PHASE_COUNT	FUEL_USED_1	TOTAL_FUEL_USED	VALUE_FOB_DIFF	TOTAL_FOB_BY_QTY	DELTA_VFOB_VS_VFOBQTY	ALTITUDE_DIFF	VALUE_FOB_MISSING
0	-0.800963	-0.804636	-0.819411	-0.963745	-0.707146	-0.410997	0.840304	0.349473	0.636925	0.656082	-0.765440	-0.814841	-1.221527	-0.808232	-0.833425	-0.027240	-0.707153	0.044966	-0.581304	-0.572296
1	-0.800903	-0.804636	-0.819411	-0.963757	-0.707273	-0.410997	0.840304	0.349473	0.636925	0.656082	-0.765727	-0.814841	-1.221527	-0.808171	-0.833394	-0.027240	-0.707279	0.044966	-0.556899	-0.567443
2	-0.800843	-0.804635	-0.819411	-0.963757	-0.707146	-0.410997	0.840304	0.349473	0.636925	0.656082	-0.765727	-0.814554	-1.221527	-0.808110	-0.833363	0.431685	-0.707153	0.044966	-0.580733	-0.572296
3	-0.800782	-0.804635	-0.819411	-0.963756	-0.707146	-0.410997	0.834845	0.345347	0.636925	0.656082	-0.765727	-0.814554	-1.221527	-0.808049	-0.833332	0.202223	-0.707406	1.635578	-0.582232	-0.572296
4	-0.800721	-0.804636	-0.819411	-0.963756	-0.707146	-0.410997	0.834845	0.345347	0.636925	0.656082	-0.765727	-0.814267	-1.221527	-0.807988	-0.833301	0.202223	-0.707279	0.840272	-0.580990	-0.572296
5	-0.800661	-0.804636	-0.819411	-0.963739	-0.707526	-0.410997	0.834845	0.345347	0.636925	0.656082	-0.765727	-0.814554	-1.221527	-0.807927	-0.833270	-0.486165	-0.707406	-0.750340	-0.547159	-0.557736
6	-0.800601	-0.804626	-0.819411	-0.963739	-0.707399	-0.410997	0.834845	0.345347	0.636925	0.656082	-0.765727	-0.814554	-1.221527	-0.807866	-0.833236	0.431685	-0.707406	0.044966	-0.581547	-0.562589
7	-0.800541	-0.804564	-0.819411	-0.963738	-0.707652	-0.410997	0.834845	0.345347	0.636925	0.656082	-0.765727	-0.814841	-1.221527	-0.807805	-0.833189	-0.256702	-0.707532	-0.750340	-0.581647	-0.552882
8	-0.800476	-0.804500	-0.819411	-0.963738	-0.707906	-0.410997	0.834845	0.345347	0.632979	0.656082	-0.766014	-0.814841	-1.221527	-0.807744	-0.833141	-0.256702	-0.707786	-0.750340	-0.581147	-0.543175
9	-0.800416	-0.804437	-0.819411	-0.963754	-0.707779	-0.410997	0.834845	0.345347	0.632979	0.656082	-0.766014	-0.814554	-1.221527	-0.807677	-0.833093	0.431685	-0.707659	-0.750340	-0.547973	-0.548029

Last rows

	FUEL_USED_2	FUEL_USED_3	FUEL_USED_4	FW_GEO_ALTITUDE	VALUE_FOB	VALUE_FUEL_QTY_CT	VALUE_FUEL_QTY_FT1	VALUE_FUEL_QTY_FT2	VALUE_FUEL_QTY_FT3	VALUE_FUEL_QTY_FT4	VALUE_FUEL_QTY_LXT	VALUE_FUEL_QTY_RXT	FLIGHT_PHASE_COUNT	FUEL_USED_1	TOTAL_FUEL_USED	VALUE_FOB_DIFF	TOTAL_FOB_BY_QTY	DELTA_VFOB_VS_VFOBQTY	ALTITUDE_DIFF	VALUE_FOB_MISSING
1079555	-0.794285	-0.798157	-0.814812	-0.929325	1.872839	2.790646	0.600085	0.576357	0.096264	0.545166	1.456079	1.502175	-1.221527	-0.802346	-0.827345	1.349535	1.872957	-0.750340	-0.439570	-0.392715
1079556	-0.794211	-0.798093	-0.814749	-0.929325	1.873219	2.790646	0.600085	0.576357	0.096264	0.545166	1.456654	1.502462	-1.221527	-0.802284	-0.827277	0.890610	1.873337	-0.750340	-0.582375	-0.407276
1079557	-0.794144	-0.798029	-0.814685	-0.929258	1.873725	2.791324	0.605544	0.576357	0.096264	0.545166	1.457228	1.502462	-1.221527	-0.802221	-0.827211	1.120072	1.873843	-0.750340	-0.439570	-0.426690
1079558	-0.794070	-0.797965	-0.814622	-0.929258	1.873978	2.792002	0.594625	0.580482	0.096264	0.539884	1.457803	1.502462	-1.221527	-0.802159	-0.827143	0.661147	1.873970	0.044966	-0.582375	-0.436397
1079559	-0.794005	-0.797892	-0.814551	-0.929325	1.874105	2.792680	0.600085	0.580482	0.092317	0.545166	1.457803	1.502175	-1.221527	-0.802089	-0.827071	0.431685	1.874096	0.044966	-0.439570	-0.441250
1079560	-0.793938	-0.797828	-0.814488	-0.929325	1.873346	2.791324	0.594625	0.580482	0.096264	0.539884	1.457516	1.501888	-1.221527	-0.802026	-0.827005	-1.174552	1.873464	-0.750340	-0.582375	-0.412129
1079561	-0.793872	-0.797756	-0.814417	-0.929393	1.872460	2.789289	0.594625	0.576357	0.096264	0.539884	1.456367	1.502175	-1.221527	-0.801956	-0.826933	-1.404015	1.872578	-0.750340	-0.439570	-0.378154
1079562	-0.793798	-0.797700	-0.814362	-0.929393	1.871574	2.789289	0.589166	0.572232	0.100210	0.534602	1.455218	1.502175	-1.221527	-0.801894	-0.826869	-1.404015	1.871818	-1.545646	-0.582375	-0.344179
1079563	-0.793732	-0.797628	-0.814291	-0.929325	1.871574	2.789968	0.600085	0.568107	0.100210	0.529321	1.455218	1.501888	-1.221527	-0.801831	-0.826799	0.202223	1.871818	-1.545646	-0.439570	-0.344179
1079564	-0.793724	-0.797620	-0.814283	-0.929258	1.870814	2.789289	0.572787	0.572232	0.096264	0.529321	1.455792	1.501315	-1.221527	-0.801823	-0.826791	-1.174552	1.871059	-1.545646	-0.439570	-0.315058

Most frequently occurring

	FUEL_USED_2	FUEL_USED_3	FUEL_USED_4	FW_GEO_ALTITUDE	VALUE_FOB	VALUE_FUEL_QTY_CT	VALUE_FUEL_QTY_FT1	VALUE_FUEL_QTY_FT2	VALUE_FUEL_QTY_FT3	VALUE_FUEL_QTY_FT4	VALUE_FUEL_QTY_LXT	VALUE_FUEL_QTY_RXT	FLIGHT_PHASE_COUNT	FUEL_USED_1	TOTAL_FUEL_USED	VALUE_FOB_DIFF	TOTAL_FOB_BY_QTY	DELTA_VFOB_VS_VFOBQTY	ALTITUDE_DIFF	VALUE_FOB_MISSING	# duplicates
273	-0.802606	0.027018	-0.015179	-0.975731	-1.250508	-0.410997	1.064145	0.931122	-0.140522	0.920168	-1.408571	-1.414390	-1.221527	0.009747	-0.197862	0.202223	-1.250640	0.840272	-0.582375	-0.572296	16
46956	-0.777668	-0.804638	-0.806606	-0.999204	-0.517039	-0.410997	0.283432	0.580482	0.660604	0.381433	-0.523870	-0.598831	-1.221527	-0.783661	-0.817808	0.202223	-0.517046	0.044966	-0.582375	-0.572296	16
67	-0.802606	-0.787053	-0.809541	-0.979452	0.150360	-0.410997	0.518192	0.939372	0.688229	0.856787	0.165507	0.160503	-1.221527	-0.762076	-0.814845	0.202223	0.150479	-0.750340	-0.582375	-0.567443	12
170	-0.802606	-0.135830	-0.176379	-0.925199	-1.183046	-0.410997	0.463596	0.922872	0.218603	1.506438	-1.401390	-1.293620	-1.221527	-0.812090	-0.493865	0.202223	-1.182799	-1.545646	-0.582375	-0.577150	12
202	-0.802606	0.027018	-0.015179	-0.984254	-1.246331	-0.410997	0.938576	1.092004	0.044960	0.936013	-1.414029	-1.418120	-1.221527	0.009747	-0.197862	0.202223	-1.246337	0.044966	-0.582375	-0.586857	12
205	-0.802606	0.027018	-0.015179	-0.984254	-1.246331	-0.410997	0.944036	1.087879	0.044960	0.936013	-1.414029	-1.418120	-1.221527	0.009747	-0.197862	0.202223	-1.246337	0.044966	-0.582375	-0.586857	12
47567	-0.777668	-0.786688	-0.819411	-0.998798	-0.498813	-0.410997	0.540030	0.580482	0.992104	0.455377	-0.524157	-0.599117	-1.221527	-0.797321	-0.820127	0.202223	-0.498947	0.840272	-0.582375	-0.567443	12
52367	-0.763117	-0.804638	-0.196163	-0.990816	0.152511	-0.410997	-0.109655	0.584607	-0.251022	0.090938	0.228988	0.268939	-1.221527	-0.764363	-0.647721	0.202223	0.152378	0.840272	-0.582375	-0.557736	12
72	-0.802606	-0.787053	-0.809541	-0.979452	0.150486	-0.410997	0.518192	0.943497	0.688229	0.856787	0.165507	0.160217	-1.221527	-0.762076	-0.814845	0.202223	0.150479	0.044966	-0.439570	-0.572296	8
93	-0.802606	-0.746533	-0.762750	-0.979790	0.082645	-0.410997	-0.016843	0.588733	-0.389147	0.370869	0.168092	0.161651	-1.221527	-0.755679	-0.790467	0.202223	0.082765	-0.750340	-0.582375	-0.572296	8

Overview

Variables

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows

Duplicate rows

Most frequently occurring